This chapter delves into the utilization of Clickhouse, a column-oriented database, for fast and scalable analytics. The speakers discuss Clickhouse's SQL-like language, practical applications beyond analytics, and schema structuring within an analytics engine. They explore the intricacies of data handling, geolocation data types, and challenges of maintaining data accuracy in analytics services.